{"id":208720,"date":"2025-09-29T20:57:25","date_gmt":"2025-09-29T12:57:25","guid":{"rendered":"https:\/\/www.server.hk\/blog\/208720\/"},"modified":"2025-09-29T20:57:26","modified_gmt":"2025-09-29T12:57:26","slug":"vps-scikit-learn","status":"publish","type":"post","link":"https:\/\/server.hk\/cnblog\/208720\/","title":{"rendered":"\u9999\u6e2fVPS\u4e0a\u90e8\u7f72Scikit\u2011learn\u5b9e\u6218\uff1a\u5feb\u901f\u642d\u5efa\u9ad8\u6548\u673a\u5668\u5b66\u4e60\u73af\u5883"},"content":{"rendered":"<p>\u5728\u5b9e\u9645\u9879\u76ee\u4e2d\uff0c\u5c06\u673a\u5668\u5b66\u4e60\u4ece\u5f00\u53d1\u73af\u5883\u8fc1\u79fb\u5230\u7a33\u5b9a\u3001\u9ad8\u6548\u7684\u7ebf\u4e0a\u73af\u5883\u662f\u4e00\u9879\u5e38\u89c1\u4f46\u53c8\u5145\u6ee1\u7ec6\u8282\u7684\u5de5\u4f5c\u3002\u672c\u6587\u9762\u5411\u7ad9\u957f\u3001\u4f01\u4e1a\u7528\u6237\u548c\u5f00\u53d1\u8005\uff0c\u805a\u7126\u5728<strong>\u9999\u6e2fVPS<\/strong>\u4e0a\u90e8\u7f72\u5e76\u4f18\u5316 Scikit\u2011learn 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\u7684\u4e3b\u8981\u4f18\u52bf\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\u4f4e\u5ef6\u8fdf\uff08\u5bf9\u4e9a\u592a\u5730\u533a\u7528\u6237\u53cb\u597d\uff09<\/li>\n<li>\u6570\u636e\u4f20\u8f93\u6210\u672c\u548c\u5408\u89c4\u8f83\u6613\u63a7\u5236\uff08\u76f8\u5bf9\u4e8e\u8de8\u6d0b\u6570\u636e\u4f20\u8f93\uff09<\/li>\n<li>\u591a\u6837\u5316\u7684\u6309\u9700\u914d\u7f6e\uff0c\u9002\u5408\u4e2d\u5c0f\u578b\u6a21\u578b\u7684 CPU \u63a8\u7406<\/li>\n<\/ul>\n<h2>\u73af\u5883\u51c6\u5907\uff1a\u7cfb\u7edf\u4e0e\u57fa\u7840\u7ec4\u4ef6<\/h2>\n<p>\u5efa\u8bae\u9009\u62e9\u7a33\u5b9a\u7684 Linux \u53d1\u884c\u7248\uff0c\u5982 Ubuntu 22.04 \u6216 CentOS 8\/Stream\u3002\u5173\u952e\u662f\u786e\u4fdd\u7cfb\u7edf\u652f\u6301\u4ee5\u4e0b\u7ec4\u4ef6\uff1a<\/p>\n<ul>\n<li>\u73b0\u4ee3 Python\uff08\u63a8\u8350 Python 3.10+\uff09<\/li>\n<li>\u9ad8\u6027\u80fd\u7ebf\u6027\u4ee3\u6570\u5e93\uff08OpenBLAS \u6216 Intel MKL\uff09<\/li>\n<li>\u7f16\u8bd1\u5de5\u5177\u94fe\uff08gcc\u3001g++\u3001make\uff09<\/li>\n<li>\u5145\u8db3\u7684\u5185\u5b58\u4e0e\u5feb\u901f\u78c1\u76d8\uff08\u5efa\u8bae NVMe SSD\uff09<\/li>\n<\/ul>\n<p>\u5178\u578b\u7684\u51c6\u5907\u6b65\u9aa4\uff08\u4ee5 Ubuntu \u4e3a\u4f8b\uff09\uff1a\u5148\u6267\u884c\u7cfb\u7edf\u66f4\u65b0\uff1aapt update &amp;&amp; apt upgrade\u3002\u7136\u540e\u5b89\u88c5\u5fc5\u8981\u5305\uff1aapt install -y build-essential python3-venv python3-dev libopenblas-dev liblapack-dev libatlas-base-dev\u3002<\/p>\n<h3>Python \u73af\u5883\uff1avenv vs Conda<\/h3>\n<p>\u5bf9\u4e8e\u5927\u591a\u6570\u7528\u6237\uff0c\u4f7f\u7528 Python \u81ea\u5e26\u7684 venv \u8db3\u591f\u4e14\u8f7b\u91cf\uff1apython3 -m venv venv\uff0csource venv\/bin\/activate\uff0c\u7136\u540e pip install &#8211;upgrade pip setuptools wheel\u3002\u82e5\u4f60\u4f9d\u8d56 Intel MKL \u6216\u66f4\u590d\u6742\u7684\u4e8c\u8fdb\u5236\u4f9d\u8d56\uff0cConda\uff08\u6216 Miniconda\uff09\u80fd\u66f4\u65b9\u4fbf\u5730\u7ba1\u7406\u9884\u7f16\u8bd1\u5305\u548c MKL \u652f\u6301\uff0c\u7279\u522b\u662f\u5728\u6ca1\u6709\u7f16\u8bd1\u6743\u9650\u6216\u5e0c\u671b\u5feb\u901f\u590d\u73b0\u73af\u5883\u65f6\u3002<\/p>\n<h2>\u5b89\u88c5 Scikit\u2011learn \u4e0e\u6027\u80fd\u76f8\u5173\u7684\u5e93<\/h2>\n<p>Scikit\u2011learn \u6027\u80fd\u9ad8\u5ea6\u4f9d\u8d56\u5e95\u5c42 BLAS\/LAPACK \u5b9e\u73b0\u3002\u5e38\u89c1\u7684\u9009\u62e9\u6709\uff1a<\/p>\n<ul>\n<li>OpenBLAS\uff08\u5f00\u6e90\u3001\u5e7f\u6cdb\u53ef\u7528\uff09\uff1a\u5728 Ubuntu \u4e2d\u901a\u8fc7 libopenblas-dev \u5b89\u88c5\u3002<\/li>\n<li>Intel MKL\uff08\u5546\u4e1a\/\u514d\u8d39\u4e24\u79cd\u5f62\u5f0f\uff0c\u6027\u80fd\u5728\u8bb8\u591a Intel CPU \u4e0a\u4f18\u79c0\uff09\uff1a\u901a\u8fc7 Conda \u5b89\u88c5\u53ef\u5feb\u901f\u542f\u7528\u3002<\/li>\n<\/ul>\n<p>\u5b89\u88c5 Scikit\u2011learn \u7684\u5efa\u8bae\u6b65\u9aa4\uff08venv \u60c5\u51b5\uff09\uff1apip install numpy scipy scikit-learn\u3002\u82e5\u4f7f\u7528 Conda\uff1aconda install -c conda-forge scikit-learn\u3002\u6ce8\u610f\u4f18\u5148\u5b89\u88c5 numpy\/scipy\uff0c\u4ee5\u4fbf scikit-learn \u4f7f\u7528\u5230\u6b63\u786e\u7684\u7ebf\u6027\u4ee3\u6570\u540e\u7aef\u3002<\/p>\n<h3>\u63a7\u5236\u7ebf\u7a0b\u4e0e\u5e76\u884c\u7b56\u7565<\/h3>\n<p>Scikit\u2011learn \u7684\u8bb8\u591a\u7b97\u6cd5\uff08\u5982\u968f\u673a\u68ee\u6797\u3001KMeans\uff09\u652f\u6301\u591a\u7ebf\u7a0b\u6216\u5e76\u884c\uff08joblib\uff09\u3002\u5728\u591a\u6838 VPS \u4e0a\uff0c\u5408\u7406\u8bbe\u7f6e\u73af\u5883\u53d8\u91cf\u80fd\u63d0\u5347\u7a33\u5b9a\u6027\uff1a<\/p>\n<ul>\n<li>MKL_NUM_THREADS\u3001OPENBLAS_NUM_THREADS\u3001OMP_NUM_THREADS\uff1a\u63a7\u5236\u5e95\u5c42\u5e93\u7ebf\u7a0b\u6570\uff0c\u907f\u514d\u8d85\u7ebf\u7a0b\u4e89\u62a2\u3002<\/li>\n<li>\u5728\u542f\u52a8\u670d\u52a1\u524d\u8bbe\u4e3a\u5408\u9002\u7684\u503c\uff0c\u4f8b\u5982\uff1aexport OMP_NUM_THREADS=4\u3002<\/li>\n<li>Scikit\u2011learn \u7b97\u6cd5\u4e2d\u4f7f\u7528 n_jobs \u53c2\u6570\u8fdb\u4e00\u6b65\u63a7\u5236\u5e76\u884c\u4efb\u52a1\u6570\u3002<\/li>\n<\/ul>\n<p>\u5bf9\u4e8e\u591a\u79df\u6237\u6216\u540c\u65f6\u8fd0\u884c\u591a\u4e2a\u8fdb\u7a0b\u7684\u573a\u666f\uff0c\u666e\u904d\u505a\u6cd5\u662f\u628a\u5e95\u5c42\u7ebf\u7a0b\u6570\u8bbe\u4e3a\u6bcf\u4e2a\u8fdb\u7a0b\u7684\u4e00\u5c0f\u90e8\u5206\uff0c\u786e\u4fdd\u7cfb\u7edf\u4e0d\u4f1a\u56e0\u4e3a\u7ebf\u7a0b\u8fc7\u591a\u800c\u51fa\u73b0\u4e0a\u4e0b\u6587\u5207\u6362\u8fc7\u9ad8\u7684\u6027\u80fd\u635f\u5931\u3002<\/p>\n<h2>\u6a21\u578b\u8bad\u7ec3\u4e0e\u63a8\u7406\u5b9e\u8df5\u5efa\u8bae<\/h2>\n<p>\u5728 VPS \u4e0a\u8fd0\u884c Scikit\u2011learn \u65e2\u53ef\u4ee5\u505a\u79bb\u7ebf\u8bad\u7ec3\uff0c\u4e5f\u53ef\u4ee5\u90e8\u7f72\u5728\u7ebf\u63a8\u7406\u670d\u52a1\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u5b9e\u6218\u5efa\u8bae\uff1a<\/p>\n<h3>\u79bb\u7ebf\u8bad\u7ec3<\/h3>\n<ul>\n<li>\u6570\u636e\u91cf\u8f83\u5927\u65f6\uff0c\u4f18\u5148\u4f7f\u7528\u66f4\u9ad8\u5185\u5b58\u4e0e\u66f4\u591a CPU \u7684\u914d\u7f6e\uff0c\u6216\u5c06\u8bad\u7ec3\u62c6\u5206\u4e3a\u589e\u91cf\u8bad\u7ec3\/\u5206\u6279\u5904\u7406\u3002<\/li>\n<li>\u542f\u7528\u5e76\u884c\u65f6\uff0c\u6ce8\u610f\u5185\u5b58\u5360\u7528\uff0c\u907f\u514d\u56e0\u5e76\u884c\u526f\u672c\u5bfc\u81f4 OOM\u3002<\/li>\n<li>\u5982\u679c\u8bad\u7ec3\u65f6\u95f4\u8f83\u957f\uff0c\u5efa\u8bae\u5f00\u542f\u5b9a\u671f\u5feb\u7167\/\u5907\u4efd\u4e0e\u6301\u4e45\u5316\u78c1\u76d8\uff0c\u9632\u6b62\u610f\u5916\u4e22\u5931\u3002<\/li>\n<\/ul>\n<h3>\u5728\u7ebf\u63a8\u7406<\/h3>\n<ul>\n<li>\u5c06\u6a21\u578b\u5e8f\u5217\u5316\u4e3a joblib.dump \u6216 pickle\uff08\u6ce8\u610f\u534f\u8bae\uff09\uff0c\u5e76\u653e\u5728\u6301\u4e45\u5316\u78c1\u76d8\u6216\u5bf9\u8c61\u5b58\u50a8\u4e2d\u3002<\/li>\n<li>\u4f7f\u7528\u8f7b\u91cf API \u6846\u67b6\uff08Flask\u3001FastAPI\uff09\u914d\u5408 Gunicorn\/Uvicorn + \u53cd\u5411\u4ee3\u7406\uff08\u5982 Nginx\uff09\u63d0\u4f9b HTTP \u63a8\u7406\u63a5\u53e3\u3002<\/li>\n<li>\u8003\u8651\u4f7f\u7528\u8fdb\u7a0b\u6a21\u578b\u800c\u975e\u7ebf\u7a0b\u6a21\u578b\uff1a\u6bcf\u4e2a Gunicorn worker \u542f\u52a8\u65f6\u52a0\u8f7d\u6a21\u578b\uff0c\u51cf\u5c11\u5355\u6b21\u8bf7\u6c42\u5ef6\u8fdf\u3002<\/li>\n<\/ul>\n<p>\u793a\u4f8b\u7b56\u7565\uff1a\u5728 4 \u6838 VPS \u4e0a\uff0c\u8bbe\u7f6e\u6bcf\u4e2a worker \u7684\u7ebf\u7a0b\u6570\u8f83\u4f4e\uff08\u6216\u7981\u7528\u7ebf\u7a0b\uff09\uff0c\u5e76\u5c06 OMP_NUM_THREADS=1\uff0c\u8fd9\u6837\u6bcf\u4e2a worker \u7684 CPU \u4f7f\u7528\u66f4\u53ef\u63a7\u3002<\/p>\n<h2>\u78c1\u76d8\u3001\u7f51\u7edc\u4e0e\u6570\u636e\u7ba1\u7406<\/h2>\n<p>\u8bad\u7ec3\u4e0e\u63a8\u7406\u5747\u4f9d\u8d56\u9ad8 I\/O \u6027\u80fd\u4e0e\u7f51\u7edc\u5e26\u5bbd\u3002\u5efa\u8bae\uff1a<\/p>\n<ul>\n<li>\u9009\u62e9 NVMe \u6216 SSD \u78c1\u76d8\u4ee5\u964d\u4f4e\u6570\u636e\u8bfb\u5199\u5ef6\u8fdf\u3002<\/li>\n<li>\u4e3a\u6570\u636e\u96c6\u51c6\u5907\u72ec\u7acb\u5b58\u50a8\u76ee\u5f55\uff0c\u5e76\u5f00\u542f\u5b9a\u671f\u5feb\u7167\u3002<\/li>\n<li>\u82e5\u9700\u8981\u9891\u7e41\u4e0e\u5916\u90e8\u6570\u636e\u6e90\u540c\u6b65\uff0c\u6ce8\u610f\u5e26\u5bbd\u5cf0\u503c\u4e0e\u6d41\u91cf\u8ba1\u8d39\uff1b\u8de8\u6d0b\u4f20\u8f93\uff08\u5982\u4ece\u7f8e\u56fd\u670d\u52a1\u5668\u62c9\u6570\u636e\uff09\u4f1a\u589e\u52a0\u5ef6\u8fdf\u4e0e\u6210\u672c\u3002<\/li>\n<\/ul>\n<h2>\u9999\u6e2fVPS \u4e0e \u7f8e\u56fdVPS\/\u670d\u52a1\u5668\u7684\u4f18\u52bf\u5bf9\u6bd4<\/h2>\n<p>\u5728\u9009\u62e9\u90e8\u7f72\u5730\u70b9\u65f6\uff0c\u9700\u8981\u5728\u5ef6\u8fdf\u3001\u6210\u672c\u3001\u5408\u89c4\u4e0e\u751f\u6001\u4e4b\u95f4\u6743\u8861\uff1a<\/p>\n<ul>\n<li><strong>\u9999\u6e2fVPS \/ \u9999\u6e2f\u670d\u52a1\u5668<\/strong>\uff1a\u5bf9\u4e9a\u592a\u7528\u6237\u53cb\u597d\uff0c\u7f51\u7edc\u5ef6\u8fdf\u4f4e\uff0c\u6570\u636e\u5408\u89c4\u5728\u672c\u5730\u89c4\u5219\u8303\u56f4\u5185\u76f8\u5bf9\u5bb9\u6613\u63a7\u5236\uff0c\u9002\u5408\u9762\u5411\u534e\u5357\u3001\u9999\u6e2f\u3001\u4e1c\u5357\u4e9a\u7684\u670d\u52a1\u3002<\/li>\n<li><strong>\u7f8e\u56fd\u670d\u52a1\u5668 \/ \u7f8e\u56fdVPS<\/strong>\uff1a\u5bf9\u6b27\u7f8e\u7528\u6237\u53cb\u597d\uff0c\u5e38\u6709\u66f4\u4e30\u5bcc\u7684\u4e91\u670d\u52a1\u751f\u6001\u4e0e\u4e00\u4e9b\u5ec9\u4ef7\u5e26\u5bbd\u6216\u5b58\u50a8\u9009\u9879\uff0c\u9002\u5408\u9700\u8981\u4e0e\u7f8e\u56fd\u4e91\u5e73\u53f0\u96c6\u6210\u6216\u9762\u5411\u5317\u7f8e\u5e02\u573a\u7684\u573a\u666f\u3002<\/li>\n<li>\u8de8\u533a\u57df\u90e8\u7f72\uff08\u4f8b\u5982\u8bad\u7ec3\u5728\u7f8e\u56fd\uff0c\u63a8\u7406\u5728\u9999\u6e2f\uff09\u4f1a\u5f15\u5165\u6570\u636e\u540c\u6b65\u5ef6\u8fdf\u4e0e\u6210\u672c\uff0c\u901a\u5e38\u4e0d\u5efa\u8bae\u5b9e\u65f6\u4f9d\u8d56\u8de8\u6d0b\u6570\u636e\u6d41\u3002<\/li>\n<\/ul>\n<h2>\u9009\u8d2d\u5efa\u8bae\uff1a\u6839\u636e\u573a\u666f\u6311\u9009 VPS \u914d\u7f6e<\/h2>\n<p>\u4ee5\u4e0b\u4e3a\u4e0d\u540c\u573a\u666f\u7684\u63a8\u8350\u914d\u7f6e\u53c2\u8003\uff1a<\/p>\n<ul>\n<li>\u6a21\u578b\u8c03\u8bd5\u4e0e\u5c0f\u89c4\u6a21\u63a8\u7406\uff1a2\u20134 \u6838 CPU\uff0c4\u20138GB \u5185\u5b58\uff0c50\u2013100GB SSD\u3002<\/li>\n<li>\u4e2d\u7b49\u89c4\u6a21\u63a8\u7406\u6216\u79bb\u7ebf\u8bad\u7ec3\uff1a4\u20138 \u6838 CPU\uff0c16\u201332GB \u5185\u5b58\uff0c200\u2013500GB NVMe\uff1b\u786e\u4fdd\u9ad8\u541e\u5410\u91cf\u7f51\u7edc\u3002<\/li>\n<li>\u5927\u89c4\u6a21\u8bad\u7ec3\u6216\u5185\u5b58\u654f\u611f\u4efb\u52a1\uff1a8+ \u6838 CPU\uff0c64GB+ \u5185\u5b58\uff0c\u5feb\u901f NVMe\uff0c\u8003\u8651\u5206\u5e03\u5f0f\u65b9\u6848\u6216\u4f7f\u7528\u4e13\u7528 GPU \u670d\u52a1\u5668\uff08\u82e5\u6709\u6df1\u5ea6\u5b66\u4e60\u9700\u6c42\uff09\u3002<\/li>\n<\/ul>\n<p>\u6b64\u5916\uff0c\u5173\u6ce8\u51e0\u70b9\u7ec6\u8282\uff1a<\/p>\n<ul>\n<li>\u662f\u5426\u652f\u6301\u5feb\u7167\u4e0e\u5907\u4efd\uff0c\u4fbf\u4e8e\u56de\u6eda\u6a21\u578b\u4e0e\u6570\u636e\u3002<\/li>\n<li>\u7f51\u7edc\u5e26\u5bbd\u4e0e\u6d41\u91cf\u8ba1\u8d39\u7b56\u7565\uff0c\u907f\u514d\u9ad8\u989d\u7684\u8de8\u533a\u57df\u6570\u636e\u8d39\u7528\u3002<\/li>\n<li>\u662f\u5426\u63d0\u4f9b\u7075\u6d3b\u5347\u7ea7\u80fd\u529b\uff0c\u4fbf\u4e8e\u6839\u636e\u4e1a\u52a1\u589e\u957f\u6269\u5c55\u3002<\/li>\n<\/ul>\n<h2>\u8fd0\u7ef4\u4e0e\u5b89\u5168\u6ce8\u610f\u4e8b\u9879<\/h2>\n<p>\u7ebf\u4e0a\u90e8\u7f72\u6a21\u578b\u65f6\uff0c\u8fd0\u7ef4\u4e0e\u5b89\u5168\u540c\u6837\u5173\u952e\uff1a<\/p>\n<ul>\n<li>\u901a\u8fc7 SSH Key \u7ba1\u7406\u8bbf\u95ee\uff0c\u7981\u7528\u5bc6\u7801\u767b\u5f55\u3002<\/li>\n<li>\u8bbe\u7f6e\u9632\u706b\u5899\uff08ufw \u6216 iptables\uff09\u4ec5\u5f00\u653e\u5fc5\u8981\u7aef\u53e3\uff08\u5982 22\/80\/443\/\u5e94\u7528\u7aef\u53e3\uff09\u3002<\/li>\n<li>\u5bf9\u6a21\u578b\u63a5\u53e3\u505a\u6d41\u91cf\u9650\u5236\u4e0e\u8ba4\u8bc1\uff0c\u9632\u6b62\u6ee5\u7528\u5bfc\u81f4\u8ba1\u7b97\u8d44\u6e90\u88ab\u8017\u5c3d\u3002<\/li>\n<li>\u5b9a\u671f\u6253\u8865\u4e01\u4e0e\u66f4\u65b0\u4f9d\u8d56\u5e93\uff0c\u907f\u514d\u4f9d\u8d56\u6f0f\u6d1e\u3002<\/li>\n<\/ul>\n<h2>\u793a\u4f8b\u90e8\u7f72\u6d41\u7a0b\uff08\u7b80\u8981\u68b3\u7406\uff09<\/h2>\n<p>\u4e00\u4e2a\u5178\u578b\u7684\u4ece\u96f6\u5230\u53ef\u7528\u7684\u90e8\u7f72\u6d41\u7a0b\u5982\u4e0b\uff1a<\/p>\n<ul>\n<li>\u5728\u63a7\u5236\u53f0\u521b\u5efa\u9999\u6e2fVPS \u5b9e\u4f8b\uff0c\u9009\u62e9\u5408\u9002\u914d\u7f6e\u5e76\u7ed1\u5b9a SSH Key\u3002<\/li>\n<li>\u7cfb\u7edf\u521d\u59cb\u5316\uff1a\u66f4\u65b0\u7cfb\u7edf\u3001\u5b89\u88c5\u57fa\u7840\u5de5\u5177\u3001\u914d\u7f6e\u9632\u706b\u5899\u3002<\/li>\n<li>\u521b\u5efa Python \u865a\u62df\u73af\u5883\u6216 Conda \u73af\u5883\uff0c\u5b89\u88c5 numpy\u3001scipy\u3001scikit-learn\uff0c\u5e76\u5b89\u88c5 OpenBLAS \u6216 MKL\u3002<\/li>\n<li>\u4e0a\u4f20\u5e76\u52a0\u8f7d\u6a21\u578b\uff08joblib\uff09\uff0c\u57fa\u4e8e FastAPI\/Flask \u5b9e\u73b0\u9884\u6d4b\u63a5\u53e3\u3002<\/li>\n<li>\u4f7f\u7528 Gunicorn\/Uvicorn \u542f\u52a8\u591a\u4e2a worker\uff0c\u5e76\u901a\u8fc7 Nginx \u505a\u53cd\u5411\u4ee3\u7406\u4e0e HTTPS \u7ec8\u7aef\u3002<\/li>\n<li>\u76d1\u63a7\u8d44\u6e90\u4f7f\u7528\uff08CPU\u3001\u5185\u5b58\u3001\u78c1\u76d8\u3001\u7f51\u7edc\uff09\uff0c\u6839\u636e\u5b9e\u9645\u8d1f\u8f7d\u8c03\u6574\u7ebf\u7a0b\u4e0e worker \u6570\u91cf\u3002<\/li>\n<\/ul>\n<p>\u4ee5\u4e0a\u6b65\u9aa4\u53ef\u4ee5\u5728\u9999\u6e2fVPS \u4e0a\u9ad8\u6548\u5b8c\u6210\uff0c\u540c\u65f6\u4e5f\u9002\u7528\u4e8e\u9700\u8981\u5728 <strong>\u7f8e\u56fdVPS<\/strong> \u6216\u5176\u4ed6\u5730\u533a\u670d\u52a1\u5668\u4e0a\u90e8\u7f72\u7684\u573a\u666f\uff0c\u53ea\u9700\u6839\u636e\u7f51\u7edc\u4e0e\u6cd5\u89c4\u5dee\u5f02\u505a\u76f8\u5e94\u8c03\u6574\u3002<\/p>\n<h2>\u603b\u7ed3<\/h2>\n<p>\u5728\u9999\u6e2fVPS \u4e0a\u90e8\u7f72 Scikit\u2011learn \u662f\u4e00\u4e2a\u5728\u6027\u80fd\u3001\u5ef6\u8fdf\u4e0e\u6210\u672c\u4e4b\u95f4\u5bfb\u6c42\u5e73\u8861\u7684\u8fc7\u7a0b\u3002\u901a\u8fc7\u9009\u62e9\u5408\u9002\u7684 Linux \u53d1\u884c\u7248\u3001Python \u73af\u5883\u3001\u5e95\u5c42 BLAS \u5b9e\u73b0\u4e0e\u5408\u7406\u7684\u5e76\u884c\u7b56\u7565\uff0c\u53ef\u4ee5\u5728\u4e2d\u5c0f\u578b\u673a\u5668\u5b66\u4e60\u9879\u76ee\u4e2d\u53d6\u5f97\u826f\u597d\u7684\u63a8\u7406\u4e0e\u8bad\u7ec3\u6027\u80fd\u3002\u9762\u5bf9\u4e0d\u540c\u5730\u57df\u9700\u6c42\uff0c\u9999\u6e2fVPS \u5728\u4e9a\u592a\u533a\u57df\u5177\u6709\u5929\u7136\u4f18\u52bf\uff0c\u800c <strong>\u7f8e\u56fd\u670d\u52a1\u5668<\/strong> \u6216 <strong>\u7f8e\u56fdVPS<\/strong> \u5219\u5728\u9762\u5411\u6b27\u7f8e\u5e02\u573a\u6216\u4e0e\u7f8e\u65b9\u4e91\u751f\u6001\u96c6\u6210\u65f6\u66f4\u4e3a\u5408\u9002\u3002<\/p>\n<p>\u5982\u679c\u4f60\u6b63\u5728\u8bc4\u4f30\u90e8\u7f72\u73af\u5883\u6216\u9700\u8981\u5feb\u901f\u4e0a\u624b\u4e00\u53f0\u7a33\u5b9a\u7684\u9999\u6e2fVPS\uff0c\u53ef\u53c2\u8003 Server.HK \u63d0\u4f9b\u7684\u9999\u6e2fVPS \u65b9\u6848\uff0c\u4e86\u89e3\u4e0d\u540c\u914d\u7f6e\u7684\u53ef\u9009\u9879\u4e0e\u7f51\u7edc\u80fd\u529b\uff1a<a href=\"https:\/\/www.server.hk\/cloud.php\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/www.server.hk\/cloud.php<\/a>\u3002\u540c\u65f6\uff0cServer.HK \u7684\u7ad9\u70b9\uff08<a href=\"https:\/\/www.server.hk\/\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/www.server.hk\/<\/a>\uff09\u4e5f\u63d0\u4f9b\u4e86\u66f4\u591a\u6280\u672f\u4e0e\u670d\u52a1\u4fe1\u606f\uff0c\u4fbf\u4e8e\u4f60\u7ed3\u5408\u5b9e\u9645\u4e1a\u52a1\u9700\u6c42\u505a\u51fa\u9009\u62e9\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u60f3\u628a\u673a\u5668\u5b66\u4e60\u6a21\u578b\u4ece\u5f00\u53d1\u73af\u5883\u65e0\u7f1d\u8fc1\u79fb\u5230\u4f4e\u5ef6\u8fdf\u3001\u9ad8\u53ef\u7528\u7684\u7ebf\u4e0a\u670d\u52a1\uff1f\u672c\u6587\u4ee5\u9999\u6e2f VPS Scikit-learn \u4e3a\u6838\u5fc3\uff0c\u624b\u628a\u624b\u6559\u4f60\u5728\u9999\u6e2fVPS\u4e0a\u5feb\u901f\u642d\u5efa\u3001\u4f18\u5316\u4e0e\u90e8\u7f72\u9ad8\u6548\u7684 Scikit\u2011learn \u670d\u52a1\uff0c\u5e76\u5bf9\u6bd4\u4e0d\u540c\u5730\u533a\u670d\u52a1\u5668\u7684\u9002\u7528\u573a\u666f\uff0c\u5e2e\u4f60\u505a\u51fa\u6700\u4f73\u9009\u62e9\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4927],"tags":[1011,747,327,1012,1013,328,107,108],"class_list":{"0":"post-208720","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"hentry","6":"category-4927","7":"tag-scikit-learn","8":"tag-747","9":"tag-327","10":"tag-1012","11":"tag-1013","12":"tag-vps","14":"tag-108"},"_links":{"self":[{"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/posts\/208720","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/comments?post=208720"}],"version-history":[{"count":1,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/posts\/208720\/revisions"}],"predecessor-version":[{"id":208721,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/posts\/208720\/revisions\/208721"}],"wp:attachment":[{"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/media?parent=208720"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/categories?post=208720"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/tags?post=208720"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}